How to get thinner ends of hair particles?
As far as I know, you can only do it using Cycles. 

So, once you've changed your render engine, head over to the Particle Properties tab and tweak the values under the Hair Shape section until you get satisfied with the result.



The first three inputs are pretty intuitive, just mess with them; the fourth one is simply a global scaling factor.